Benchmarks for what frontier AI hasn't solved
Digital Work Index
An economically weighted measure of model performance across eight challenging benchmarks covering software engineering, logical reasoning and writing, and professional environments.
23.62
Fable 5.1
23.61
Opus 5.5
23.03
GPT-6 Astra
21.75
Opus 5
20.52
Grok 4.6
19.3
Grok 4.7
16.92
Gemini Flash 3.8
16.76
Kimi K3
16.45
GLM 5.3
16.29
Muse Spark 1.3
11.81
Qwen 3.8 Max
11.07
DeepSeek V4 Pro
6.95
Nemotron 3 Ultra 550B
All Models
Sep 22, 2026
Opus 5.5
RANK BY BENCHMARK
Agentic Coding 2.0
40.4%
#2/13
SWE-bench CLI
16.6%
#1/13
WorkplaceAgents
14.4%
#6/11
SnorkelLegal
31.4%
#7/13
SnorkelUnderwrite 2.0
22.7%
#7/13
Sep 21, 2026
Grok 4.7
RANK BY BENCHMARK
Agentic Coding 2.0
31.9%
#7/13
SWE-bench CLI
6.1%
#6/13
WorkplaceAgents
15.2%
#3/11
SnorkelLegal
32.8%
#6/13
SnorkelUnderwrite 2.0
30.5%
#1/13
Sep 03, 2026
GPT-6 Astra
RANK BY BENCHMARK
Agentic Coding 2.0
47.6%
#1/13
SWE-bench CLI
12.4%
#4/13
WorkplaceAgents
14.4%
#5/11
SnorkelLegal
20.9%
#13/13
SnorkelUnderwrite 2.0
21.2%
#8/13
Sep 02, 2026
Gemini Flash 3.8
RANK BY BENCHMARK
Agentic Coding 2.0
32.6%
#6/13
SWE-bench CLI
6.3%
#5/13
WorkplaceAgents
11.2%
#9/11
SnorkelLegal
25.3%
#12/13
SnorkelUnderwrite 2.0
19.1%
#11/13
All benchmarks
All Benchmarks
Sort: Newest
Benchmark Type: All
Enterprise Environments
Proprietary
SnorkelManufacturing
Evaluates manufacturing decisions using fragmented plant-floor, engineering, and supplier evidence.
By pass@1
1
Grok 4.6
16.4%
2
GLM 5.3
11.9%
3
Fable 5.1
11.3%
Enterprise Environments
Proprietary
SnorkelRevOps
Evaluates revenue-operations workflows involving systems, controls, and business-state updates.
By pass@1
1
Grok 4.6
15.8%
2
Fable 5.1
14.0%
3
Kimi K3
13.1%
Enterprise Environments
Proprietary
SnorkelFinance 2.0
Evaluates financial workflows requiring evidence gathering, analysis, and compliance.
By pass@1
1
Grok 4.6
25.1%
2
GLM 5.3
21.2%
3
Fable 5.1
19.6%
Enterprise Environments
Proprietary
SnorkelUnderwrite 2.0
Evaluates auditable insurance underwriting decisions using incomplete, distributed evidence.
By pass@1
1
GLM 5.3
30.4%
2
DeepSeek V4 Pro
28.5%
3
Kimi K3
27.9%
Enterprise Environments
Proprietary
SnorkelLegal
Evaluates legal workflows requiring evidence, procedure, authority, and action.
By pass@1
1
Grok 4.6
40.7%
2
GLM 5.3
37.8%
3
Muse Spark 1.3
36.5%
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